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authorJeremy Johnson <jeremy.johnson@arm.com>2024-01-18 16:57:28 +0000
committerJeremy Johnson <jeremy.johnson@arm.com>2024-02-07 10:57:40 +0000
commitc8330811352f753e36f2ee7be4c7d0e6002f21e7 (patch)
tree967eeb59876e7c6abea26ff2e892d5ff94134992 /reference_model/src/generate/generate_dot_product.cc
parent9847722e2b172b69fe9ae80a05c27ca5c8c36617 (diff)
downloadreference_model-c8330811352f753e36f2ee7be4c7d0e6002f21e7.tar.gz
Main Compliance: FFT2D support
Improve access to DOT_PRODUCT generator index and location for debugging. Enable multiple result files for compliance and improve output. Fix up precise and abs modes for FFT2D in ref model to produce correct results and bounds using abs weights. Signed-off-by: Jeremy Johnson <jeremy.johnson@arm.com> Change-Id: Ide0c9f9f80397e5f1e07ca30a1036d6014b5784d
Diffstat (limited to 'reference_model/src/generate/generate_dot_product.cc')
-rw-r--r--reference_model/src/generate/generate_dot_product.cc88
1 files changed, 88 insertions, 0 deletions
diff --git a/reference_model/src/generate/generate_dot_product.cc b/reference_model/src/generate/generate_dot_product.cc
index fe829e3..046007e 100644
--- a/reference_model/src/generate/generate_dot_product.cc
+++ b/reference_model/src/generate/generate_dot_product.cc
@@ -736,6 +736,92 @@ bool generateTransposeConv2D(const TosaReference::GenerateConfig& cfg,
return false;
}
}
+//---------------------------------------------------------------------------//
+// FFT2D //
+//---------------------------------------------------------------------------//
+
+template <typename DataType>
+bool generateFFT2DReal(const TosaReference::GenerateConfig& cfg,
+ TosaReference::IDotProductGenerator& generator,
+ DataType* data,
+ size_t size)
+{
+ const int64_t T = TosaReference::numElementsFromShape(cfg.shape);
+ const uint32_t H = cfg.shape[1];
+ const uint32_t W = cfg.shape[2];
+
+ for (int64_t t = 0; t < T; ++t)
+ {
+ uint32_t x = t % W;
+ uint32_t y = (t / W) % H;
+ uint32_t k = y * W + x;
+
+ data[t] = static_cast<DataType>(generator(k));
+ }
+ return true;
+}
+
+template <typename DataType>
+bool generateFFT2DImag(const TosaReference::GenerateConfig& cfg,
+ TosaReference::IDotProductGenerator& generator,
+ DataType* data,
+ size_t size)
+{
+ const int64_t T = TosaReference::numElementsFromShape(cfg.shape);
+ const uint32_t H = cfg.shape[1];
+ const uint32_t W = cfg.shape[2];
+
+ // The index expression of ((1*N+n)*H+y)*W+x in the spec equates to
+ // using the values after those used for the Real tensor, but we need
+ // to iterate through all those values to get to the Imaginary data
+ for (int64_t n = 0; n < 2; ++n)
+ {
+ for (int64_t t = 0; t < T; ++t)
+ {
+ uint32_t x = t % W;
+ uint32_t y = (t / W) % H;
+ uint32_t k = y * W + x;
+
+ data[t] = static_cast<DataType>(generator(k));
+ }
+ }
+ return true;
+}
+
+bool generateFFT2D(const TosaReference::GenerateConfig& cfg,
+ TosaReference::IDotProductGenerator& generator,
+ void* data,
+ size_t size)
+{
+ if (cfg.shape.size() != 3)
+ {
+ WARNING("[Generator][DP][FFT2D] Tensor shape expected 3 dimensions.");
+ return false;
+ }
+
+ switch (cfg.dataType)
+ {
+ case DType::DType_FP32: {
+ float* outData = reinterpret_cast<float*>(data);
+ switch (cfg.inputPos)
+ {
+ case 0:
+ return generateFFT2DReal(cfg, generator, outData, size);
+ case 1:
+ return generateFFT2DImag(cfg, generator, outData, size);
+ default:
+ WARNING("[Generator][DP][FFT2D] Invalid input tensor slot position to operator.");
+ return false;
+ }
+ break;
+ }
+ default:
+ WARNING("[Generator][DP][FFT2D] Only supports FP32.");
+ return false;
+ }
+
+ return true;
+}
} // namespace
namespace TosaReference
@@ -772,6 +858,8 @@ bool generateDotProduct(const GenerateConfig& cfg, void* data, size_t size)
return generateDepthwiseConv2D(cfg, *generator, data, size);
case tosa::Op_TRANSPOSE_CONV2D:
return generateTransposeConv2D(cfg, *generator, data, size);
+ case tosa::Op_FFT2D:
+ return generateFFT2D(cfg, *generator, data, size);
default:
WARNING("[Generator][DP] Unsupported operator.");
return false;